Profiling Report

Dataset statistics

Number of variables	19
Number of observations	41714
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.2 MiB
Average record size in memory	131.0 B

Variable types

Categorical	6
Numeric	10
Boolean	3

Alerts

`Shared Room` is highly imbalanced (93.6%)	Imbalance
`Price` is highly skewed (γ1 = 23.81247397)	Skewed
`City Center (km)` has unique values	Unique
`Metro Distance (km)` has unique values	Unique
`Attraction Index` has unique values	Unique
`Restraunt Index` has unique values	Unique
`Bedrooms` has 3745 (9.0%) zeros	Zeros

Reproduction

Analysis started	2024-05-15 12:45:55.431548
Analysis finished	2024-05-15 12:46:06.859889
Duration	11.43 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

City
Categorical

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	326.0 KiB

Rome	9027
Paris	6688
Lisbon	5763
Athens	5280
Budapest	4022
Other values (4)	10934

Length

Max length	9
Median length	8
Mean length	5.9530373
Min length	4

Characters and Unicode

Total characters	248325
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Amsterdam
2nd row	Amsterdam
3rd row	Amsterdam
4th row	Amsterdam
5th row	Amsterdam

Common Values

Value	Count	Frequency (%)
Rome	9027	21.6%
Paris	6688	16.0%
Lisbon	5763	13.8%
Athens	5280	12.7%
Budapest	4022	9.6%
Vienna	3537	8.5%
Barcelona	2833	6.8%
Berlin	2484	6.0%
Amsterdam	2080	5.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rome	9027	21.6%
paris	6688	16.0%
lisbon	5763	13.8%
athens	5280	12.7%
budapest	4022	9.6%
vienna	3537	8.5%
barcelona	2833	6.8%
berlin	2484	6.0%
amsterdam	2080	5.0%

Most occurring characters

Value	Count	Frequency (%)
e	29263	11.8%
s	23833	9.6%
n	23434	9.4%
a	21993	8.9%
i	18472	7.4%
o	17623	7.1%
r	14085	5.7%
m	13187	5.3%
t	11382	4.6%
B	9339	3.8%
Other values (12)	65714	26.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	248325	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	29263	11.8%
s	23833	9.6%
n	23434	9.4%
a	21993	8.9%
i	18472	7.4%
o	17623	7.1%
r	14085	5.7%
m	13187	5.3%
t	11382	4.6%
B	9339	3.8%
Other values (12)	65714	26.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	248325	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	29263	11.8%
s	23833	9.6%
n	23434	9.4%
a	21993	8.9%
i	18472	7.4%
o	17623	7.1%
r	14085	5.7%
m	13187	5.3%
t	11382	4.6%
B	9339	3.8%
Other values (12)	65714	26.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	248325	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	29263	11.8%
s	23833	9.6%
n	23434	9.4%
a	21993	8.9%
i	18472	7.4%
o	17623	7.1%
r	14085	5.7%
m	13187	5.3%
t	11382	4.6%
B	9339	3.8%
Other values (12)	65714	26.5%

Price
Real number (ℝ)

SKEWED

Distinct	8087
Distinct (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	260.09442

Minimum	34.779339
Maximum	18545.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	34.779339
5-th percentile	92.798725
Q1	144.01608
median	203.81927
Q3	297.37336
95-th percentile	602.02001
Maximum	18545.45
Range	18510.671
Interquartile range (IQR)	153.35727

Descriptive statistics

Standard deviation	279.40849
Coefficient of variation (CV)	1.0742579
Kurtosis	1149.8836
Mean	260.09442
Median Absolute Deviation (MAD)	70.34181
Skewness	23.812474
Sum	10849579
Variance	78069.106
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
184.4621607	188	0.5%
161.5505108	167	0.4%
126.7154513	162	0.4%
115.9984065	145	0.3%
138.9637476	133	0.3%
207.6076029	128	0.3%
104.2813957	128	0.3%
149.8608936	127	0.3%
103.8038015	126	0.3%
230.5192528	116	0.3%
Other values (8077)	40294	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.77933919	1	< 0.1%
37.12929454	1	< 0.1%
39.00925882	1	< 0.1%
40.1842365	1	< 0.1%
42.88425937	5	< 0.1%
44.1791606	1	< 0.1%
45.22766152	8	< 0.1%
46.05709209	3	< 0.1%
46.16502238	2	< 0.1%
46.39936259	3	< 0.1%

Value	Count	Frequency (%)
18545.45028	1	< 0.1%
16445.61469	1	< 0.1%
13664.30592	1	< 0.1%
13656.35883	1	< 0.1%
12942.99138	1	< 0.1%
8130.668104	1	< 0.1%
7782.907225	1	< 0.1%
6943.70098	2	< 0.1%
6942.770033	2	< 0.1%
6086.298787	1	< 0.1%

Day
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	326.0 KiB

Weekday	20886
Weekend	20828

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	291998
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Weekday
2nd row	Weekday
3rd row	Weekday
4th row	Weekday
5th row	Weekday

Common Values

Value	Count	Frequency (%)
Weekday	20886	50.1%
Weekend	20828	49.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
weekday	20886	50.1%
weekend	20828	49.9%

Most occurring characters

Value	Count	Frequency (%)
e	104256	35.7%
W	41714	14.3%
k	41714	14.3%
d	41714	14.3%
a	20886	7.2%
y	20886	7.2%
n	20828	7.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	291998	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	104256	35.7%
W	41714	14.3%
k	41714	14.3%
d	41714	14.3%
a	20886	7.2%
y	20886	7.2%
n	20828	7.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	291998	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	104256	35.7%
W	41714	14.3%
k	41714	14.3%
d	41714	14.3%
a	20886	7.2%
y	20886	7.2%
n	20828	7.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	291998	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	104256	35.7%
W	41714	14.3%
k	41714	14.3%
d	41714	14.3%
a	20886	7.2%
y	20886	7.2%
n	20828	7.1%

Room Type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	326.0 KiB

Entire home/apt	28264
Private room	13134
Shared room	316

Length

Max length	15
Median length	15
Mean length	14.025123
Min length	11

Characters and Unicode

Total characters	585044
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Private room
2nd row	Private room
3rd row	Private room
4th row	Private room
5th row	Private room

Common Values

Value	Count	Frequency (%)
Entire home/apt	28264	67.8%
Private room	13134	31.5%
Shared room	316	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
entire	28264	33.9%
home/apt	28264	33.9%
room	13450	16.1%
private	13134	15.7%
shared	316	0.4%

Most occurring characters

Value	Count	Frequency (%)
e	69978	12.0%
t	69662	11.9%
o	55164	9.4%
r	55164	9.4%
a	41714	7.1%
	41714	7.1%
m	41714	7.1%
i	41398	7.1%
h	28580	4.9%
p	28264	4.8%
Other values (7)	111692	19.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	585044	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	69978	12.0%
t	69662	11.9%
o	55164	9.4%
r	55164	9.4%
a	41714	7.1%
	41714	7.1%
m	41714	7.1%
i	41398	7.1%
h	28580	4.9%
p	28264	4.8%
Other values (7)	111692	19.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	585044	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	69978	12.0%
t	69662	11.9%
o	55164	9.4%
r	55164	9.4%
a	41714	7.1%
	41714	7.1%
m	41714	7.1%
i	41398	7.1%
h	28580	4.9%
p	28264	4.8%
Other values (7)	111692	19.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	585044	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	69978	12.0%
t	69662	11.9%
o	55164	9.4%
r	55164	9.4%
a	41714	7.1%
	41714	7.1%
m	41714	7.1%
i	41398	7.1%
h	28580	4.9%
p	28264	4.8%
Other values (7)	111692	19.1%

Shared Room
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	40.9 KiB

False	41398
True	316

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	41398	99.2%
True	316	0.8%

Private Room
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	40.9 KiB

False	28580
True	13134

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	28580	68.5%
True	13134	31.5%

Person Capacity
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	326.0 KiB

2.0	18126
4.0	12162
3.0	5292
6.0	3592
5.0	2542

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	125142
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	4.0
3rd row	2.0
4th row	4.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	18126	43.5%
4.0	12162	29.2%
3.0	5292	12.7%
6.0	3592	8.6%
5.0	2542	6.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	18126	43.5%
4.0	12162	29.2%
3.0	5292	12.7%
6.0	3592	8.6%
5.0	2542	6.1%

Most occurring characters

Value	Count	Frequency (%)
.	41714	33.3%
0	41714	33.3%
2	18126	14.5%
4	12162	9.7%
3	5292	4.2%
6	3592	2.9%
5	2542	2.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	125142	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	41714	33.3%
0	41714	33.3%
2	18126	14.5%
4	12162	9.7%
3	5292	4.2%
6	3592	2.9%
5	2542	2.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	125142	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	41714	33.3%
0	41714	33.3%
2	18126	14.5%
4	12162	9.7%
3	5292	4.2%
6	3592	2.9%
5	2542	2.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	125142	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	41714	33.3%
0	41714	33.3%
2	18126	14.5%
4	12162	9.7%
3	5292	4.2%
6	3592	2.9%
5	2542	2.0%

Superhost
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	40.9 KiB

False	30055
True	11659

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	30055	72.1%
True	11659	27.9%

Multiple Rooms
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	326.0 KiB

0	29397
1	12317

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	41714
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	29397	70.5%
1	12317	29.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	29397	70.5%
1	12317	29.5%

Most occurring characters

Value	Count	Frequency (%)
0	29397	70.5%
1	12317	29.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41714	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	29397	70.5%
1	12317	29.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41714	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	29397	70.5%
1	12317	29.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41714	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	29397	70.5%
1	12317	29.5%

Business
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	326.0 KiB

0	27482
1	14232

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	41714
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	27482	65.9%
1	14232	34.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	27482	65.9%
1	14232	34.1%

Most occurring characters

Value	Count	Frequency (%)
0	27482	65.9%
1	14232	34.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41714	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	27482	65.9%
1	14232	34.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41714	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	27482	65.9%
1	14232	34.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41714	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	27482	65.9%
1	14232	34.1%

Cleanliness Rating
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.4422736

Minimum	2
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	2
5-th percentile	8
Q1	9
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.88917304
Coefficient of variation (CV)	0.094169379
Kurtosis	14.678429
Mean	9.4422736
Median Absolute Deviation (MAD)	0
Skewness	-2.8983188
Sum	393875
Variance	0.7906287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
10	25042	60.0%
9	12444	29.8%
8	3031	7.3%
7	619	1.5%
6	347	0.8%
2	88	0.2%
4	83	0.2%
5	54	0.1%
3	6	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	88	0.2%
3	6	< 0.1%
4	83	0.2%
5	54	0.1%
6	347	0.8%
7	619	1.5%
8	3031	7.3%
9	12444	29.8%
10	25042	60.0%

Value	Count	Frequency (%)
10	25042	60.0%
9	12444	29.8%
8	3031	7.3%
7	619	1.5%
6	347	0.8%
5	54	0.1%
4	83	0.2%
3	6	< 0.1%
2	88	0.2%

Guest Satisfaction
Real number (ℝ)

Distinct	51
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.103179

Minimum	20
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	20
5-th percentile	80
Q1	90
median	95
Q3	98
95-th percentile	100
Maximum	100
Range	80
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.1417451
Coefficient of variation (CV)	0.087448627
Kurtosis	19.018119
Mean	93.103179
Median Absolute Deviation (MAD)	4
Skewness	-3.2577357
Sum	3883706
Variance	66.288014
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	8300	19.9%
98	3305	7.9%
97	3150	7.6%
96	3058	7.3%
95	2809	6.7%
93	2785	6.7%
94	2296	5.5%
90	2093	5.0%
99	1976	4.7%
92	1730	4.1%
Other values (41)	10212	24.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	91	0.2%
30	2	< 0.1%
40	67	0.2%
44	2	< 0.1%
47	11	< 0.1%
50	29	0.1%
53	10	< 0.1%
54	1	< 0.1%
55	2	< 0.1%
56	5	< 0.1%

Value	Count	Frequency (%)
100	8300	19.9%
99	1976	4.7%
98	3305	7.9%
97	3150	7.6%
96	3058	7.3%
95	2809	6.7%
94	2296	5.5%
93	2785	6.7%
92	1730	4.1%
91	1510	3.6%

Bedrooms
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1659395

Minimum	0
Maximum	10
Zeros	3745
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.63815668
Coefficient of variation (CV)	0.54733259
Kurtosis	8.7901581
Mean	1.1659395
Median Absolute Deviation (MAD)	0
Skewness	1.3369614
Sum	48636
Variance	0.40724395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	28800	69.0%
2	7830	18.8%
0	3745	9.0%
3	1253	3.0%
4	65	0.2%
9	10	< 0.1%
5	7	< 0.1%
6	2	< 0.1%
10	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3745	9.0%
1	28800	69.0%
2	7830	18.8%
3	1253	3.0%
4	65	0.2%
5	7	< 0.1%
6	2	< 0.1%
9	10	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
10	2	< 0.1%
9	10	< 0.1%
6	2	< 0.1%
5	7	< 0.1%
4	65	0.2%
3	1253	3.0%
2	7830	18.8%
1	28800	69.0%
0	3745	9.0%

City Center (km)
Real number (ℝ)

UNIQUE

Distinct	41714
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6797922

Minimum	0.015044521
Maximum	25.284557
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	0.015044521
5-th percentile	0.47776167
Q1	1.2759128
median	2.2532367
Q3	3.5844892
95-th percentile	6.2226982
Maximum	25.284557
Range	25.269512
Interquartile range (IQR)	2.3085764

Descriptive statistics

Standard deviation	1.9966841
Coefficient of variation (CV)	0.74508914
Kurtosis	9.6073479
Mean	2.6797922
Median Absolute Deviation (MAD)	1.0933857
Skewness	2.188333
Sum	111784.85
Variance	3.9867474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.022963798	1	< 0.1%
4.18319161	1	< 0.1%
2.884510486	1	< 0.1%
1.590720063	1	< 0.1%
1.630556014	1	< 0.1%
3.752866456	1	< 0.1%
2.004973756	1	< 0.1%
2.417770615	1	< 0.1%
4.244052067	1	< 0.1%
1.971111847	1	< 0.1%
Other values (41704)	41704	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0150445207	1	< 0.1%
0.01505879807	1	< 0.1%
0.03466063682	1	< 0.1%
0.03981359742	1	< 0.1%
0.04278870764	1	< 0.1%
0.04331472743	1	< 0.1%
0.04333710768	1	< 0.1%
0.05129393071	1	< 0.1%
0.0522373372	1	< 0.1%
0.05223932064	1	< 0.1%

Value	Count	Frequency (%)
25.28455675	1	< 0.1%
22.61745814	1	< 0.1%
22.61745145	1	< 0.1%
22.59511526	1	< 0.1%
21.29517392	1	< 0.1%
21.29515096	1	< 0.1%
20.89510207	1	< 0.1%
20.89509463	1	< 0.1%
20.49567803	1	< 0.1%
20.49565772	1	< 0.1%

Metro Distance (km)
Real number (ℝ)

UNIQUE

Distinct	41714
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60392076

Minimum	0.002301068
Maximum	14.273577
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	0.002301068
5-th percentile	0.10505388
Q1	0.23669304
median	0.39121979
Q3	0.67870246
95-th percentile	1.764335
Maximum	14.273577
Range	14.271276
Interquartile range (IQR)	0.44200942

Descriptive statistics

Standard deviation	0.70620632
Coefficient of variation (CV)	1.1693692
Kurtosis	35.915312
Mean	0.60392076
Median Absolute Deviation (MAD)	0.1887107
Skewness	4.5461255
Sum	25191.95
Variance	0.49872737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.539380003	1	< 0.1%
0.1607415896	1	< 0.1%
0.2521760423	1	< 0.1%
0.1280245183	1	< 0.1%
0.1969495426	1	< 0.1%
0.3112300701	1	< 0.1%
0.1749464374	1	< 0.1%
0.07745505782	1	< 0.1%
0.1397255043	1	< 0.1%
0.2517577522	1	< 0.1%
Other values (41704)	41704	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.002301068012	1	< 0.1%
0.003220007615	1	< 0.1%
0.003935058041	1	< 0.1%
0.00394375911	1	< 0.1%
0.004750441048	1	< 0.1%
0.004762350151	1	< 0.1%
0.006157628218	1	< 0.1%
0.006170744841	1	< 0.1%
0.006388847148	1	< 0.1%
0.006405009016	1	< 0.1%

Value	Count	Frequency (%)
14.27357693	1	< 0.1%
13.31411503	1	< 0.1%
13.31410827	1	< 0.1%
13.0699635	1	< 0.1%
11.68773401	1	< 0.1%
9.598773284	1	< 0.1%
9.573733182	1	< 0.1%
8.979488226	1	< 0.1%
8.918049525	1	< 0.1%
8.918036013	1	< 0.1%

Attraction Index
Real number (ℝ)

UNIQUE

Distinct	41714
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	293.90599

Minimum	15.152201
Maximum	4513.5635
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	15.152201
5-th percentile	61.557055
Q1	124.37161
median	228.9206
Q3	394.0002
95-th percentile	748.05056
Maximum	4513.5635
Range	4498.4113
Interquartile range (IQR)	269.62859

Descriptive statistics

Standard deviation	235.75006
Coefficient of variation (CV)	0.80212743
Kurtosis	23.081567
Mean	293.90599
Median Absolute Deviation (MAD)	118.82209
Skewness	2.7838479
Sum	12259994
Variance	55578.089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78.69037927	1	< 0.1%
201.2190128	1	< 0.1%
214.3731716	1	< 0.1%
318.9599196	1	< 0.1%
313.3012202	1	< 0.1%
186.550679	1	< 0.1%
281.7716448	1	< 0.1%
278.5517818	1	< 0.1%
165.177354	1	< 0.1%
277.8351091	1	< 0.1%
Other values (41704)	41704	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.15220147	1	< 0.1%
15.53291806	1	< 0.1%
16.58197413	1	< 0.1%
16.60073055	1	< 0.1%
16.60073515	1	< 0.1%
19.01913316	1	< 0.1%
19.01914767	1	< 0.1%
19.1378197	1	< 0.1%
19.13782442	1	< 0.1%
19.21394433	1	< 0.1%

Value	Count	Frequency (%)
4513.563486	1	< 0.1%
4512.59517	1	< 0.1%
4512.345962	1	< 0.1%
4510.73735	1	< 0.1%
4510.436033	1	< 0.1%
4509.914049	1	< 0.1%
4022.618126	1	< 0.1%
3031.840298	1	< 0.1%
3028.991664	1	< 0.1%
2934.133441	1	< 0.1%

Normalised Attraction Index
Real number (ℝ)

Distinct	41697
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.719658

Minimum	0.92630092
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	0.92630092
5-th percentile	2.7993946
Q1	5.5107349
median	9.9510862
Q3	15.467009
95-th percentile	26.894929
Maximum	100
Range	99.073699
Interquartile range (IQR)	9.9562744

Descriptive statistics

Standard deviation	8.3791612
Coefficient of variation (CV)	0.71496636
Kurtosis	11.80769
Mean	11.719658
Median Absolute Deviation (MAD)	4.8136122
Skewness	2.2337958
Sum	488873.81
Variance	70.210343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	18	< 0.1%
4.166707868	1	< 0.1%
15.50944925	1	< 0.1%
9.071040312	1	< 0.1%
13.70116669	1	< 0.1%
13.54460062	1	< 0.1%
8.031760835	1	< 0.1%
13.50975236	1	< 0.1%
11.395778	1	< 0.1%
10.98821029	1	< 0.1%
Other values (41687)	41687	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9263009179	1	< 0.1%
1.040227906	1	< 0.1%
1.040956301	1	< 0.1%
1.134200311	1	< 0.1%
1.135137404	1	< 0.1%
1.141278148	1	< 0.1%
1.142220498	1	< 0.1%
1.145817817	1	< 0.1%
1.147309596	1	< 0.1%
1.148114127	1	< 0.1%

Value	Count	Frequency (%)
100	18	< 0.1%
99.9944775	1	< 0.1%
99.95215309	1	< 0.1%
99.93738572	1	< 0.1%
99.91914511	1	< 0.1%
99.27831239	1	< 0.1%
98.86827875	1	< 0.1%
98.54126635	1	< 0.1%
89.1228879	1	< 0.1%
83.4027044	1	< 0.1%

Restraunt Index
Real number (ℝ)

UNIQUE

Distinct	41714
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	626.69262

Minimum	19.576924
Maximum	6696.1568
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	19.576924
5-th percentile	86.569952
Q1	210.45957
median	519.58351
Q3	860.70816
95-th percentile	1659.0356
Maximum	6696.1568
Range	6676.5798
Interquartile range (IQR)	650.24858

Descriptive statistics

Standard deviation	520.64472
Coefficient of variation (CV)	0.83078164
Kurtosis	3.6622326
Mean	626.69262
Median Absolute Deviation (MAD)	318.65136
Skewness	1.5411706
Sum	26141856
Variance	271070.92
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98.25389587	1	< 0.1%
468.9668977	1	< 0.1%
587.152537	1	< 0.1%
863.8062671	1	< 0.1%
840.6237449	1	< 0.1%
446.4117672	1	< 0.1%
747.0280298	1	< 0.1%
639.2836314	1	< 0.1%
399.2993753	1	< 0.1%
821.5965399	1	< 0.1%
Other values (41704)	41704	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19.5769238	1	< 0.1%
21.45579724	1	< 0.1%
21.45580338	1	< 0.1%
21.49691927	1	< 0.1%
25.02270288	1	< 0.1%
26.50937148	1	< 0.1%
26.72904038	1	< 0.1%
27.90161264	1	< 0.1%
27.90167346	1	< 0.1%
27.93416764	1	< 0.1%

Value	Count	Frequency (%)
6696.156772	1	< 0.1%
4592.883342	1	< 0.1%
4591.339847	1	< 0.1%
4590.349641	1	< 0.1%
4590.306687	1	< 0.1%
4589.772131	1	< 0.1%
4589.32312	1	< 0.1%
4552.357526	1	< 0.1%
4542.75415	1	< 0.1%
4515.190626	1	< 0.1%

Normalised Restraunt Index
Real number (ℝ)

Distinct	41697
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.55359

Minimum	0.59275692
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	326.0 KiB

Quantile statistics

Minimum	0.59275692
5-th percentile	2.4548125
Q1	11.132052
median	21.814414
Q3	36.821356
95-th percentile	61.666917
Maximum	100
Range	99.407243
Interquartile range (IQR)	25.689304

Descriptive statistics

Standard deviation	18.484572
Coefficient of variation (CV)	0.72336499
Kurtosis	0.28328231
Mean	25.55359
Median Absolute Deviation (MAD)	12.606905
Skewness	0.8473132
Sum	1065942.4
Variance	341.67941
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	18	< 0.1%
30.41421289	1	< 0.1%
20.59401572	1	< 0.1%
34.46214487	1	< 0.1%
29.49164454	1	< 0.1%
18.42061123	1	< 0.1%
37.90216411	1	< 0.1%
27.30897089	1	< 0.1%
27.79045368	1	< 0.1%
28.51790328	1	< 0.1%
Other values (41687)	41687	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5927569191	1	< 0.1%
0.6407212807	1	< 0.1%
0.6460305932	1	< 0.1%
0.6549731588	1	< 0.1%
0.6608714797	1	< 0.1%
0.6659262496	1	< 0.1%
0.6670097117	1	< 0.1%
0.6677877225	1	< 0.1%
0.6743712124	1	< 0.1%
0.6746584383	1	< 0.1%

Value	Count	Frequency (%)
100	18	< 0.1%
99.96639378	1	< 0.1%
99.94483419	1	< 0.1%
99.94389898	1	< 0.1%
99.92248394	1	< 0.1%
99.19076175	1	< 0.1%
98.48673907	1	< 0.1%
98.30841086	1	< 0.1%
98.11497172	1	< 0.1%
98.05204	1	< 0.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	City	Price	Day	Room Type	Shared Room	Private Room	Person Capacity	Superhost	Multiple Rooms	Business	Cleanliness Rating	Guest Satisfaction	Bedrooms	City Center (km)	Metro Distance (km)	Attraction Index	Normalised Attraction Index	Restraunt Index	Normalised Restraunt Index
0	Amsterdam	194.033698	Weekday	Private room	False	True	2.0	False	1	0	10.0	93.0	1	5.022964	2.539380	78.690379	4.166708	98.253896	6.846473
1	Amsterdam	344.245776	Weekday	Private room	False	True	4.0	False	0	0	8.0	85.0	1	0.488389	0.239404	631.176378	33.421209	837.280757	58.342928
2	Amsterdam	264.101422	Weekday	Private room	False	True	2.0	False	0	1	9.0	87.0	1	5.748312	3.651621	75.275877	3.985908	95.386955	6.646700
3	Amsterdam	433.529398	Weekday	Private room	False	True	4.0	False	0	1	9.0	90.0	2	0.384862	0.439876	493.272534	26.119108	875.033098	60.973565
4	Amsterdam	485.552926	Weekday	Private room	False	True	2.0	True	0	0	10.0	98.0	1	0.544738	0.318693	552.830324	29.272733	815.305740	56.811677
5	Amsterdam	552.808567	Weekday	Private room	False	True	3.0	False	0	0	8.0	100.0	2	2.131420	1.904668	174.788957	9.255191	225.201662	15.692376
6	Amsterdam	215.124317	Weekday	Private room	False	True	2.0	False	0	0	10.0	94.0	1	1.881092	0.729747	200.167652	10.599010	242.765524	16.916251
7	Amsterdam	2771.307384	Weekday	Entire home/apt	False	False	4.0	True	0	0	10.0	100.0	3	1.686807	1.458404	208.808109	11.056528	272.313823	18.975219
8	Amsterdam	1001.804420	Weekday	Entire home/apt	False	False	4.0	False	0	0	9.0	96.0	2	3.719141	1.196112	106.226456	5.624761	133.876202	9.328686
9	Amsterdam	276.521454	Weekday	Private room	False	True	2.0	False	1	0	10.0	88.0	1	3.142361	0.924404	206.252862	10.921226	238.291258	16.604478

	City	Price	Day	Room Type	Shared Room	Private Room	Person Capacity	Superhost	Multiple Rooms	Business	Cleanliness Rating	Guest Satisfaction	Bedrooms	City Center (km)	Metro Distance (km)	Attraction Index	Normalised Attraction Index	Restraunt Index	Normalised Restraunt Index
41704	Vienna	463.501858	Weekend	Entire home/apt	False	False	5.0	False	1	0	10.0	90.0	2	1.021878	0.285141	176.754900	12.658020	283.426459	6.850308
41705	Vienna	727.391721	Weekend	Entire home/apt	False	False	6.0	False	0	1	10.0	96.0	3	0.568562	0.230806	209.898719	15.031561	411.553633	9.947093
41706	Vienna	718.275951	Weekend	Entire home/apt	False	False	6.0	False	0	1	10.0	95.0	3	0.565854	0.136006	212.077619	15.187600	420.030138	10.151966
41707	Vienna	115.933899	Weekend	Private room	False	True	4.0	False	1	0	9.0	94.0	1	3.041932	0.308192	109.751387	7.859670	208.517887	5.039797
41708	Vienna	750.765491	Weekend	Entire home/apt	False	False	6.0	False	0	1	10.0	96.0	3	0.378804	0.203138	257.494817	18.440080	548.973296	13.268473
41709	Vienna	715.938574	Weekend	Entire home/apt	False	False	6.0	False	0	1	10.0	100.0	3	0.530181	0.135447	219.402478	15.712158	438.756874	10.604584
41710	Vienna	304.793960	Weekend	Entire home/apt	False	False	2.0	False	0	0	8.0	86.0	1	0.810205	0.100839	204.970121	14.678608	342.182813	8.270427
41711	Vienna	637.168969	Weekend	Entire home/apt	False	False	2.0	False	0	0	10.0	93.0	1	0.994051	0.202539	169.073402	12.107921	282.296424	6.822996
41712	Vienna	301.054157	Weekend	Private room	False	True	2.0	False	0	0	10.0	87.0	1	3.044100	0.287435	109.236574	7.822803	158.563398	3.832416
41713	Vienna	133.230489	Weekend	Private room	False	True	4.0	True	1	0	10.0	93.0	1	1.263932	0.480903	150.450381	10.774264	225.247293	5.444140

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)